Hadamard overparametrization with surrogate penalties yields smooth objectives that match the original sparse problem in both global and local minima.
Basis pursuit
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Smoothing the Edges: Smooth Optimization for Sparse Regularization using Hadamard Overparametrization
Hadamard overparametrization with surrogate penalties yields smooth objectives that match the original sparse problem in both global and local minima.